{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "2*conv+2*conv+4*conv+4*conv+4*conv+3*Dense=19*layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class_num=1000"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "precidt use----->model.predict(img)\n",
    "not use -------->model(img)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "about dropout\n",
    "first dropout on last_layers\n",
    "second compute later laters"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "training: Python boolean indicating whether the layer should behave in training mode (adding dropout) \n",
    "or in inference mode (doing nothing)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "在训练阶段时，如果使用了dropout会自动丢弃掉一些神经元的前向传播和反向传播。\n",
    "而在推理阶段，dropout不会生效\n",
    "所以要区别dropout在训练环节和推理环节的作用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_2\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input (InputLayer)           [(None, 224, 224, 3)]     0         \n",
      "_________________________________________________________________\n",
      "conv1_1 (Conv2D)             (None, 224, 224, 64)      1792      \n",
      "_________________________________________________________________\n",
      "conv1_2 (Conv2D)             (None, 224, 224, 64)      36928     \n",
      "_________________________________________________________________\n",
      "pool1 (MaxPooling2D)         (None, 112, 112, 64)      0         \n",
      "_________________________________________________________________\n",
      "conv2_1 (Conv2D)             (None, 112, 112, 128)     73856     \n",
      "_________________________________________________________________\n",
      "conv2_2 (Conv2D)             (None, 112, 112, 128)     147584    \n",
      "_________________________________________________________________\n",
      "pool2 (MaxPooling2D)         (None, 56, 56, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv3_1 (Conv2D)             (None, 56, 56, 256)       295168    \n",
      "_________________________________________________________________\n",
      "conv3_2 (Conv2D)             (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "conv3_3 (Conv2D)             (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "conv3_4 (Conv2D)             (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "pool3 (MaxPooling2D)         (None, 28, 28, 256)       0         \n",
      "_________________________________________________________________\n",
      "conv4_1 (Conv2D)             (None, 28, 28, 512)       1180160   \n",
      "_________________________________________________________________\n",
      "conv4_2 (Conv2D)             (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "conv4_3 (Conv2D)             (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "conv4_4 (Conv2D)             (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "pool4 (MaxPooling2D)         (None, 14, 14, 512)       0         \n",
      "_________________________________________________________________\n",
      "conv5_1 (Conv2D)             (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "conv5_2 (Conv2D)             (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "conv5_3 (Conv2D)             (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "conv5_4 (Conv2D)             (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "pool5 (MaxPooling2D)         (None, 7, 7, 512)         0         \n",
      "=================================================================\n",
      "Total params: 20,024,384\n",
      "Trainable params: 20,024,384\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input=tf.keras.layers.Input(shape=(224,224,3),name='input')\n",
    "\n",
    "conv1_1=tf.keras.layers.Conv2D(64,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv1_1')(input)\n",
    "conv1_2=tf.keras.layers.Conv2D(64,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv1_2')(conv1_1)\n",
    "pool1=tf.keras.layers.MaxPooling2D(pool_size=(2,2),strides=2,name='pool1')(conv1_2)\n",
    "\n",
    "conv2_1=tf.keras.layers.Conv2D(128,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv2_1')(pool1)\n",
    "conv2_2=tf.keras.layers.Conv2D(128,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv2_2')(conv2_1)\n",
    "pool2=tf.keras.layers.MaxPooling2D(pool_size=(2,2),strides=2,name='pool2')(conv2_2)\n",
    "\n",
    "conv3_1=tf.keras.layers.Conv2D(256,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv3_1')(pool2)\n",
    "conv3_2=tf.keras.layers.Conv2D(256,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv3_2')(conv3_1)\n",
    "conv3_3=tf.keras.layers.Conv2D(256,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv3_3')(conv3_2)\n",
    "conv3_4=tf.keras.layers.Conv2D(256,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv3_4')(conv3_3)\n",
    "pool3=tf.keras.layers.MaxPooling2D(pool_size=(2,2),strides=2,name='pool3')(conv3_4)\n",
    "\n",
    "conv4_1=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv4_1')(pool3)\n",
    "conv4_2=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv4_2')(conv4_1)\n",
    "conv4_3=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv4_3')(conv4_2)\n",
    "conv4_4=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv4_4')(conv4_3)\n",
    "pool4=tf.keras.layers.MaxPooling2D(pool_size=(2,2),strides=2,name='pool4')(conv4_4)\n",
    "\n",
    "\n",
    "conv5_1=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv5_1')(pool4)\n",
    "conv5_2=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv5_2')(conv5_1)\n",
    "conv5_3=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv5_3')(conv5_2)\n",
    "conv5_4=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv5_4')(conv5_3)\n",
    "pool5=tf.keras.layers.MaxPooling2D(pool_size=(2,2),strides=2,name='pool5')(conv5_4)\n",
    "\n",
    "model_vgg19=tf.keras.models.Model(inputs=input,outputs=pool5)\n",
    "model_vgg19.summary()\n",
    "tf.keras.utils.plot_model(model_vgg19,to_file='model_vgg19.png',show_shapes=True,expand_nested=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_3\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input (InputLayer)           [(None, 224, 224, 3)]     0         \n",
      "_________________________________________________________________\n",
      "conv1_1 (Conv2D)             (None, 224, 224, 64)      1792      \n",
      "_________________________________________________________________\n",
      "conv1_2 (Conv2D)             (None, 224, 224, 64)      36928     \n",
      "_________________________________________________________________\n",
      "pool1 (MaxPooling2D)         (None, 112, 112, 64)      0         \n",
      "_________________________________________________________________\n",
      "conv2_1 (Conv2D)             (None, 112, 112, 128)     73856     \n",
      "_________________________________________________________________\n",
      "conv2_2 (Conv2D)             (None, 112, 112, 128)     147584    \n",
      "_________________________________________________________________\n",
      "pool2 (MaxPooling2D)         (None, 56, 56, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv3_1 (Conv2D)             (None, 56, 56, 256)       295168    \n",
      "_________________________________________________________________\n",
      "conv3_2 (Conv2D)             (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "conv3_3 (Conv2D)             (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "conv3_4 (Conv2D)             (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "pool3 (MaxPooling2D)         (None, 28, 28, 256)       0         \n",
      "_________________________________________________________________\n",
      "conv4_1 (Conv2D)             (None, 28, 28, 512)       1180160   \n",
      "_________________________________________________________________\n",
      "conv4_2 (Conv2D)             (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "conv4_3 (Conv2D)             (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "conv4_4 (Conv2D)             (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "pool4 (MaxPooling2D)         (None, 14, 14, 512)       0         \n",
      "_________________________________________________________________\n",
      "conv5_1 (Conv2D)             (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "conv5_2 (Conv2D)             (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "conv5_3 (Conv2D)             (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "conv5_4 (Conv2D)             (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "pool5 (MaxPooling2D)         (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 25088)             0         \n",
      "_________________________________________________________________\n",
      "fc1 (Dense)                  (None, 4096)              102764544 \n",
      "_________________________________________________________________\n",
      "drop_out1 (Dropout)          (None, 4096)              0         \n",
      "_________________________________________________________________\n",
      "fc2 (Dense)                  (None, 4096)              16781312  \n",
      "_________________________________________________________________\n",
      "drop_out2 (Dropout)          (None, 4096)              0         \n",
      "_________________________________________________________________\n",
      "output (Dense)               (None, 1000)              4097000   \n",
      "=================================================================\n",
      "Total params: 143,667,240\n",
      "Trainable params: 143,667,240\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input=tf.keras.layers.Input(shape=(224,224,3),name='input')\n",
    "\n",
    "conv1_1=tf.keras.layers.Conv2D(64,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv1_1')(input)\n",
    "conv1_2=tf.keras.layers.Conv2D(64,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv1_2')(conv1_1)\n",
    "pool1=tf.keras.layers.MaxPooling2D(pool_size=(2,2),strides=2,name='pool1')(conv1_2)\n",
    "\n",
    "conv2_1=tf.keras.layers.Conv2D(128,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv2_1')(pool1)\n",
    "conv2_2=tf.keras.layers.Conv2D(128,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv2_2')(conv2_1)\n",
    "pool2=tf.keras.layers.MaxPooling2D(pool_size=(2,2),strides=2,name='pool2')(conv2_2)\n",
    "\n",
    "conv3_1=tf.keras.layers.Conv2D(256,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv3_1')(pool2)\n",
    "conv3_2=tf.keras.layers.Conv2D(256,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv3_2')(conv3_1)\n",
    "conv3_3=tf.keras.layers.Conv2D(256,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv3_3')(conv3_2)\n",
    "conv3_4=tf.keras.layers.Conv2D(256,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv3_4')(conv3_3)\n",
    "pool3=tf.keras.layers.MaxPooling2D(pool_size=(2,2),strides=2,name='pool3')(conv3_4)\n",
    "\n",
    "conv4_1=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv4_1')(pool3)\n",
    "conv4_2=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv4_2')(conv4_1)\n",
    "conv4_3=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv4_3')(conv4_2)\n",
    "conv4_4=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv4_4')(conv4_3)\n",
    "pool4=tf.keras.layers.MaxPooling2D(pool_size=(2,2),strides=2,name='pool4')(conv4_4)\n",
    "\n",
    "\n",
    "conv5_1=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv5_1')(pool4)\n",
    "conv5_2=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv5_2')(conv5_1)\n",
    "conv5_3=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv5_3')(conv5_2)\n",
    "conv5_4=tf.keras.layers.Conv2D(512,3,(1,1),padding='same',activation='relu',\n",
    "                               kernel_initializer=tf.keras.initializers.he_normal(),\n",
    "                               name='conv5_4')(conv5_3)\n",
    "pool5=tf.keras.layers.MaxPooling2D(pool_size=(2,2),strides=2,name='pool5')(conv5_4)\n",
    "\n",
    "\n",
    "flatten=tf.keras.layers.Flatten(name='flatten')(pool5)\n",
    "fc1=tf.keras.layers.Dense(4096,activation='relu',kernel_initializer=tf.keras.initializers.he_normal(),name='fc1')(flatten)\n",
    "drop1=tf.keras.layers.Dropout(0.5,name='drop_out1')(fc1)\n",
    "fc2=tf.keras.layers.Dense(4096,activation='relu',kernel_initializer=tf.keras.initializers.he_normal(),name='fc2')(drop1)\n",
    "drop2=tf.keras.layers.Dropout(0.5,name='drop_out2')(fc2)\n",
    "outputs=tf.keras.layers.Dense(class_num,activation='softmax',kernel_initializer=tf.keras.initializers.he_normal(),name='output')(drop2)\n",
    "\n",
    "model_vgg19_fc=tf.keras.models.Model(inputs=input,outputs=outputs)\n",
    "model_vgg19_fc.summary()\n",
    "tf.keras.utils.plot_model(model_vgg19_fc,to_file='model_vgg19_fc.png',show_shapes=True,expand_nested=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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